Lei Yu

Institute of Software, Chinese Academy of Sciences, University of Chinese Academy of Sciences

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

Research focus

Code Generation & Program Synthesis (1)Natural Language Processing (1)RLHF & Preference Learning (1)Inference & Quantization (1)

Frequent co-authors

Jingyuan Zhang (1)Xin Wang (1)Jia Xu (1)Li Yang (1)

Papers (2)

Mar 19, 2026

1w ago

SQL-Commenter: Aligning Large Language Models for SQL Comment Generation with Direct Preference Optimization

Forget struggling with cryptic SQL: a new LLM fine-tuned with human preferences generates comments so good, they beat Qwen3-14B by up to 13% on standard metrics.

Lei Yu, Jingyuan Zhang, Xin Wang +5

Code Generation & Program Synthesis Natural Language Processing RLHF & Preference Learning

1w ago

SpecForge: A Flexible and Efficient Open-Source Training Framework for Speculative Decoding

Training speculative decoding models just got an order of magnitude faster, unlocking real-world deployment with a new open-source framework and a suite of production-ready draft models.

Shenggui Li, Chao Wang, Yikai Zhu +29

Inference & Quantization Open-Source Models & Weights Training Efficiency & Optimization

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Lei Yu

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (2)